Mitigating LLM biases toward spurious social contexts using direct preference optimization

Mitigating LLM biases toward spurious social contexts using direct preference optimization | Signal Canvas | ScienceToStartup

Page Freshness

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Canonical route: /signal-canvas/mitigating-llm-biases-toward-spurious-social-contexts-using-direct-preference-optimization

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Proof freshness: unknown
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-06
Score updated: 2026-04-06
Score fresh until: 2026-05-06
References: 0
Source count: 0
Coverage: 0%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID mitigating-llm-biases-toward-spurious-social-contexts-using-direct-preference-optimization | Route /signal-canvas/mitigating-llm-biases-toward-spurious-social-contexts-using-direct-preference-optimization

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/mitigating-llm-biases-toward-spurious-social-contexts-using-direct-preference-optimization

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "mitigating-llm-biases-toward-spurious-social-contexts-using-direct-preference-optimization",
    "query_text": "Summarize Mitigating LLM biases toward spurious social contexts using direct preference optimization"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Mitigating LLM biases toward spurious social contexts using direct preference optimization",
  "normalized_query": "2604.02585",
  "route": "/signal-canvas/mitigating-llm-biases-toward-spurious-social-contexts-using-direct-preference-optimization",
  "paper_ref": "mitigating-llm-biases-toward-spurious-social-contexts-using-direct-preference-optimization",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Mitigating LLM biases toward spurious social contexts using direct preference optimization

PDF: https://arxiv.org/pdf/2604.02585v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-04-06T20:15:10.035Z

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Watch and verify: Mitigating LLM biases toward spurious social contexts using direct preference optimization

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Subject: Mitigating LLM biases toward spurious social contexts using direct preference optimization

Verdict

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Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

Mitigating LLM biases toward spurious social contexts using direct preference optimization

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